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Papers Benchmarks Datasets Tasks

Sample Complexity Analysis research benchmarks · SOTA2 Research

Sample Complexity Analysis

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

row-norm sampling

2Upper Bound Complexity

2

May 25, 2026

row-norm sampling

2Lower Bound Complexity

2

May 25, 2026

Forward KL-regularized Contextual Bandits Function Approximation

Forward KL-Regularized RLHF

2Sample Complexity

2

May 12, 2026

row-norm sampling

2Upper Bound

1

May 25, 2026

row-norm sampling

2Upper Bound

1

May 25, 2026

Forward KL-regularized Contextual Bandits Tabular

2Sample Complexity

1

May 12, 2026

Theoretical Analysis

—

—Primary metric

0

Feb 26, 2026

Popular datasets

Forward KL-regularized Contextual Bandits Theoretical Analysis Logistic Loss Sigmoid Loss Hinge Loss

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